no code implementations • ICLR 2022 • Xiaofang Wang, Dan Kondratyuk, Eric Christiansen, Kris M. Kitani, Yair Alon, Elad Eban
Committee-based models (ensembles or cascades) construct models by combining existing pre-trained ones.
no code implementations • 2 Oct 2020 • Laëtitia Shao, Max Moroz, Elad Eban, Yair Movshovitz-Attias
Instead of distilling a model end-to-end, we propose to split it into smaller sub-networks - also called neighbourhoods - that are then trained independently.
1 code implementation • 17 Jun 2020 • Shraman Ray Chaudhuri, Elad Eban, Hanhan Li, Max Moroz, Yair Movshovitz-Attias
Mobile neural architecture search (NAS) methods automate the design of small models but state-of-the-art NAS methods are expensive to run.
1 code implementation • 15 Jun 2020 • Orly Liba, Longqi Cai, Yun-Ta Tsai, Elad Eban, Yair Movshovitz-Attias, Yael Pritch, Huizhong Chen, Jonathan T. Barron
The sky is a major component of the appearance of a photograph, and its color and tone can strongly influence the mood of a picture.
no code implementations • 18 Dec 2019 • Nick Johnston, Elad Eban, Ariel Gordon, Johannes Ballé
Image compression using neural networks have reached or exceeded non-neural methods (such as JPEG, WebP, BPG).
no code implementations • CVPR 2020 • Elad Eban, Yair Movshovitz-Attias, Hao Wu, Mark Sandler, Andrew Poon, Yerlan Idelbayev, Miguel A. Carreira-Perpinan
Despite the success of deep neural networks (DNNs), state-of-the-art models are too large to deploy on low-resource devices or common server configurations in which multiple models are held in memory.
2 code implementations • ICLR 2019 • Irwan Bello, Sayali Kulkarni, Sagar Jain, Craig Boutilier, Ed Chi, Elad Eban, Xiyang Luo, Alan Mackey, Ofer Meshi
Ranking is a central task in machine learning and information retrieval.
no code implementations • 28 Feb 2018 • Alan Mackey, Xiyang Luo, Elad Eban
The maximization of many of these metrics can be expressed as a constrained optimization problem, where the constraint is a function of the classifier's predictions.
3 code implementations • CVPR 2018 • Ariel Gordon, Elad Eban, Ofir Nachum, Bo Chen, Hao Wu, Tien-Ju Yang, Edward Choi
We present MorphNet, an approach to automate the design of neural network structures.
no code implementations • 26 Sep 2013 • Ofer Meshi, Elad Eban, Gal Elidan, Amir Globerson
We demonstrate the effectiveness of our approach on several domains and show that, despite the relative simplicity of the structure, prediction accuracy is competitive with a fully connected model that is computationally costly at prediction time.